{"id":"W4306682498","doi":"10.1111/tid.13950","title":"Transplant surgeons’ perspective on antimicrobial stewardship: Experience with TransQIP","year":2022,"lang":"en","type":"review","venue":"Transplant Infectious Disease","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Antimicrobial stewardship; Intensive care medicine; Antimicrobial; Perspective (graphical); Transplantation; Organ transplantation; Stewardship (theology); Surgery; Antibiotic resistance; Antibiotics; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001759639,0.001086073,0.002122111,0.0005322443,0.0003881135,0.00006351271,0.0003168518,0.0002232636,0.001387369],"category_scores_gemma":[0.00001469006,0.000832524,0.001208667,0.0006626903,0.0002596802,0.00006540633,0.00001612488,0.001375449,0.00008833069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004417449,"about_ca_system_score_gemma":0.001083036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001530005,"about_ca_topic_score_gemma":0.00002271941,"domain_scores_codex":[0.9962222,0.0002603017,0.0007191523,0.001217156,0.0007747323,0.0008064886],"domain_scores_gemma":[0.9977837,0.0002962643,0.0002225976,0.000703085,0.00007917983,0.0009151516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03731476,0.04009887,0.008984785,0.2846614,0.01632678,0.1071859,0.02581392,0.00105436,0.0001047546,0.01051277,0.003477401,0.4644643],"study_design_scores_gemma":[0.004853076,0.001830533,0.0005902039,0.02296279,0.01807081,0.002621147,0.0001148707,0.00003212356,0.00002362859,0.00001192077,0.9468642,0.002024708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006208338,0.9757708,0.0003166529,0.0001812515,0.0008452149,0.004283085,0.005120879,0.0006200261,0.006653782],"genre_scores_gemma":[0.13468,0.8630067,0.000009713935,0.0003187369,0.00018217,0.0001538339,0.00123234,0.0002043568,0.0002122102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9433868,"threshold_uncertainty_score":0.9995255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03693489849939133,"score_gpt":0.3271703345878645,"score_spread":0.2902354360884731,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}